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AWS Shows How to Build Interactive MCP Apps on Amazon Bedrock AgentCore

AWS published a technical walkthrough for building MCP Apps—interactive HTML widgets rendered inside AI hosts like ChatGPT and Claude—using Amazon Bedrock AgentCore's runtime and Gateway components. The reference implementation, a unicorn rental app, demonstrates host-agnostic rich UI delivered through a single MCP server.

3 min read
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AWS Adds Model Caching to SageMaker HyperPod, Cuts Inference Cold Starts from 30 Minutes to Seconds

AWS has launched model caching for Amazon SageMaker Inference on HyperPod, pre-loading model weights and container images onto cluster nodes to cut inference pod startup times from tens of minutes to seconds. The feature targets large models like DeepSeek-R1, which previously took 30+ minutes to become servable during scale-out events.

3 min read
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AWS Adds TwelveLabs Marengo Embed 3.0 to Bedrock Knowledge Bases for Video and Image Search

Amazon Bedrock Knowledge Bases now offers TwelveLabs Marengo Embed 3.0 as a managed embedding model, letting teams run natural language queries like 'show me the penalty kick' directly against video, audio, and image archives. The service is generally available in two AWS Regions, with pricing tied to standard Bedrock model invocation rates.

3 min read
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AWS Details Reference Architecture for Multi-Tenant Document Chat on Amazon Bedrock Knowledge Bases

AWS has published a reference architecture showing how to build multi-tenant agentic document chat applications using Amazon Bedrock Managed Knowledge Base. The design handles per-user document isolation, asynchronous ingestion up to 50 MB, and agentic multi-hop retrieval with citations, offloading infrastructure work from development teams.

3 min read
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AWS Launches Framework-Agnostic Agent Evaluation via OpenTelemetry in Bedrock AgentCore

Amazon Bedrock AgentCore Evaluations now scores AI agents regardless of the framework they're built on, by reading OpenTelemetry and OpenInference instrumentation instead of requiring a specific SDK. The service automatically decodes traces from six named frameworks and extends coverage to any library following the same telemetry conventions.

3 min read
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AWS Expands Natural-Language Policy Authoring for AI Agents in Amazon Bedrock AgentCore

Amazon Bedrock AgentCore now lets teams write agent governance rules in plain English and automatically convert them into Dogwood, an open-source policy language, including support for time-based and cumulative constraints. The update extends Policy Authoring beyond simple parameter restrictions to rate limiting, sequential tool-call ordering, and Amazon Bedrock Guardrails integration.

3 min read
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AWS Details Custom Reward Function Design for Multi-Turn RL on Amazon Nova Forge

AWS published a technical guide on designing custom composite reward functions for multi-turn reinforcement fine-tuning (RFT) of Amazon Nova models via Nova Forge's Bring Your Own Orchestration (BYOO) capability. The post covers GRPO-based reward scoring, combining outcome rewards, behavioral rewards, and penalties, plus a serverless multi-turn RL option now generally available.

3 min read
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Amazon Quick AI Assistant Now Embeds Directly Into Word, Excel, PowerPoint, and Outlook

Amazon has released Microsoft 365 extensions for its Quick AI assistant, embedding agentic capabilities directly into Word, Excel, PowerPoint, and Outlook. The extensions run entirely in the cloud, require no client-side installation, and connect to existing Quick data sources like Salesforce, Jira, Slack, and SharePoint.

3 min read
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First Orion Cuts QA Bottlenecks by Replacing Selenium Scripts with Amazon Nova Act Agents

Branded communications company First Orion adopted Amazon Nova Act as a pre-release partner in March 2025 to replace fragile Selenium and Playwright test scripts with natural-language QA automation. The shift let QA analysts author tests directly without waiting on automation engineers to translate test cases into code.

3 min read
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AWS Adds Temporal Policies and Rate Limiting to Amazon Bedrock AgentCore to Govern AI Agent Behavior at Scale

Amazon Bedrock AgentCore now supports temporal policies that evaluate sequences of agent actions, not just single calls, powered by a new open-source policy language called Dogwood. AWS also added rate limiting at the gateway layer to cap token, request, and connection consumption per user.

4 min read
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AWS Ships Six Agent Skills to Automate Amazon Bedrock's Automated Reasoning Policy Lifecycle

AWS published a suite of six Agent Skills that automate the full lifecycle of Amazon Bedrock Automated Reasoning policies—from rule extraction to deployment—directly from coding agents like Claude Code, Cursor, Kiro, and Codex. The skills wrap Bedrock's formal-logic verification APIs in structured workflows built on Anthropic's open Agent Skills format.

3 min read
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AWS Details MCP Bridge Architecture Connecting Cloud-Hosted AI Agents to Local Files and Tools

AWS published a technical breakdown of an MCP bridge that connects cloud-hosted AI agents on Amazon Bedrock AgentCore to MCP servers running on a user's local machine. The architecture, used internally in a finance assistant with over 41,000 conversations in its first year, tunnels MCP JSON-RPC messages through WebSocket and browser native messaging.

3 min read
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AWS Launches Web Search on Amazon Bedrock for Native Foundation Model Grounding

Amazon has launched Web Search on Amazon Bedrock, a built-in server-side tool that grounds foundation model responses in current web knowledge with zero data egress by default. The feature is enabled via a single parameter in the OpenAI Responses API and launches with OpenAI models on Bedrock's next-generation inference engine.

3 min read