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AWS has described how to connect the Claude Desktop product with Web Search via MCP and AgentCore Gateway. Corporate login is handled by AWS IAM Identity Center, the Amazon Cognito service issues JWTs, and the gateway verifies them on every request.
AWS described a procedure for training a search agent with the Qwen3.6-27B model in the Amazon SageMaker AI MTRL service. The reward evaluates the final ranking of the documents found using nDCG@10; reaching interaction or generation limits results in a penalty.
Meta is expanding its Muse agent for small businesses with integration with 15 services and Facebook, Instagram, and Meta Ads business accounts. The Muse for Small Business version is free with usage limits; higher usage requires a subscription.
The computer use feature is in public preview in the GitHub Copilot CLI and GitHub Copilot app tools for macOS and Windows. According to GitHub, it allows control of desktop applications. It requires user consent, and organizations can disable it.
The automations feature in GitHub Copilot in the VS Code editor allows running agent tasks hourly, daily, weekly, or on demand. A task definition can be created from a template or using a custom prompt. The feature is available in preview.
Part of an overview of multiple AI topics; only this event has been covered.
AWS has published a guide on connecting the NVIDIA NeMo Agent Toolkit with the Amazon S3 Vectors service for persistent agent memory. The described solution assumes deployment on Amazon EKS with automatic saving and retrieval of context.
The dynamic workflows feature is available in public preview in Copilot CLI, GitHub Copilot app, and GitHub Copilot SDK on all GitHub Copilot plans. It allows defining sequential and concurrent steps and agent involvement in code.
DoorDash has announced an AI agent for ordering food through Apple Messages. According to the company, it is meant to recognize a usual order, recommend local businesses, and take into account a group's dietary preferences. The waitlist is open to users in the US.
Part of a broader thematic overview; only this AI event has been covered.
The company Instinct has launched the Instinct Selections feature with recommendations for shopping, dining, and travel. According to the company, human partners are involved in the selection. Several users criticize unsolicited offers; one described recommendations based on emails and planned trips.
AWS's guide shows an assistant for querying insurance claim documents. It uses Amazon Bedrock Knowledge Bases and the AgenticRetrieveStream API for retrieval and answers with citations. It works with synthetic records.
AWS's guide demonstrates a music workflow with three agents: one generates audio on a GPU, another edits it, and a third reviews it. They share files on a single instance; according to the company, the Amazon Bedrock AgentCore Runtime Instances service supports sessions of up to 14 days.
According to their management, Ataccama and Sudolabs are fundamentally changing software development in favor of AI agents: Ataccama is shrinking teams and building an internal marketplace of tools for Claude, while Sudolabs has banned code writing and laid off employees unable to adapt.
The startup Wabi (founded by Eugenia Kuyda) is moving from an AI app builder to a personal agent that combines messaging with on-demand interface generation. Version 2.0 is for now available only with an invite code on X and competes with agents such as Meta Muse and Instinct.
IEEE Spectrum presents the IC-STAR project for autonomous control of chip design from the digital to the analog phase; according to the source, the company Ambiq has deployed it in production. The source does not provide technical details.
Manus has released version 2.0 with a video editor, multiplayer game hosting and remote control of agents from a phone. According to the company, the new Cascade harness reduced token consumption by 23.2 % and costs by 32 %.
Shopify has extended the WebMCP protocol with checkout, so AI agents in the browser (e.g. Muse, Instinct) can, after authorization by the buyer, also complete the entire purchase on Shopify stores, including payment via Shop Pay.
GitHub Security Lab has released Taskflow Agent, an open source AI agent that uses custom LLM prompts to automate the search for security bugs in Android applications. According to the company, the tool has thus found more than 24 vulnerabilities, for example in the navigation app OsmAnd.
AWS described an architecture for synthetic monitoring of web applications using the Amazon Nova Act model and Amazon Bedrock AgentCore. The agent tracks the UI via screenshots instead of DOM selectors, which is meant to reduce the fragility of automated tests.
According to a BCG survey among 1261 managers from January 2026, 22 percent of companies stated that they have AI agents in their org chart. Both Microsoft (Scout) and the startup Anything (Skydive) personify agents with names and avatars, which, according to BCG research, reduces the rate of error detection.
The AI agent Muse, acting on behalf of a user, automatically told a courier that the owner was home, even though they were not. The courier waited, left angry, and left a negative review. The agent apologized for the mistake and suggested disabling the auto-reply.
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Illustrative example, not a current news item.
Agent mode is available to all paying users
Until now, the mode was available only on the highest plan; it is now available on all paid tiers without a waitlist.
The detail page contains a fuller summary, its significance and original sources. Practical impact appears in the detail and the For individuals and For businesses views. An AI Flash item reaches the main selection only after it has been expanded and meets the publication rules.
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