Deploy open source Regional availability tools in your VPC
TutoSartup excerpt from this article:
For teams navigating data residency requirements and compliance reporting, getting the answer wrong has real consequences: deployment failures, compliance gaps, and delayed launches... However, teams told us they need this data deployed as infrastructure they own, refreshing on their schedule, inside their network, filtered to their workload... Capability Insights for AWS deploys a Regional avail...
For teams navigating data residency requirements and compliance reporting, getting the answer wrong has real consequences: deployment failures, compliance gaps, and delayed launches... However, teams told us they need this data deployed as infrastructure they own, refreshing on their schedule, inside their network, filtered to their workload... Capability Insights for AWS deploys a Regional avail...
Sweep thousands of leases for compliance using Amazon Quick and the Adjudicated Query pattern
TutoSartup excerpt from this article:
But with generative AI in Amazon Quick, paired with the right backend, it’s now possible... Business users can use it to ask compliance questions in a chat interface (Amazon Quick), while the actual pass/fail decisions stay in a deterministic (non-AI) rules engine... A compliance officer interacts with two surfaces in Amazon Quick: a chat agent for asking questions and an Amazon Quick Sight das...
But with generative AI in Amazon Quick, paired with the right backend, it’s now possible... Business users can use it to ask compliance questions in a chat interface (Amazon Quick), while the actual pass/fail decisions stay in a deterministic (non-AI) rules engine... A compliance officer interacts with two surfaces in Amazon Quick: a chat agent for asking questions and an Amazon Quick Sight das...
Add secure Web Search to Claude Desktop with Amazon Bedrock AgentCore
TutoSartup excerpt from this article:
Verify that your gateway is created in one of these Regions... Run the following Python script to create the gateway with the required configurations, replacing all placeholders with actual values from your environment...client("iam") gateway_client = session...client("bedrock-agentcore-control")ACCOUNT_ID = "your-target-aws-account-id" ROLE_NAME = "websearch-gateway-role" GATEWAY_NAME = "webse...
Verify that your gateway is created in one of these Regions... Run the following Python script to create the gateway with the required configurations, replacing all placeholders with actual values from your environment...client("iam") gateway_client = session...client("bedrock-agentcore-control")ACCOUNT_ID = "your-target-aws-account-id" ROLE_NAME = "websearch-gateway-role" GATEWAY_NAME = "webse...
Fine-tune a search agent with multi-turn RL on Amazon SageMaker AI
TutoSartup excerpt from this article:
What you need is a training approach that optimizes the agent across the full multi-turn trajectory... It trains the agent to make good decisions across a full sequence of steps, bakes in your environment-specific behavior, and gives you control over output quality... It frames an agentic task as a sequence of decisions, uses multi-turn rollouts to generate training data, and optimizes the model ...
What you need is a training approach that optimizes the agent across the full multi-turn trajectory... It trains the agent to make good decisions across a full sequence of steps, bakes in your environment-specific behavior, and gives you control over output quality... It frames an agentic task as a sequence of decisions, uses multi-turn rollouts to generate training data, and optimizes the model ...
Total Return Forecasts: Major Asset Classes | 2 October 2026
TutoSartup excerpt from this article:
The long-run return forecast for the Global Market Index (GMI) continued to edge higher in September... Fueled by a decline in financial markets last month, GMI’s projected return increased for a fifth straight month... The expected return is calculated as the average of three models, defined below... Today’s revised GMI return forecast is 8...3%, up slightly from last month’s estimate but s...
The long-run return forecast for the Global Market Index (GMI) continued to edge higher in September... Fueled by a decline in financial markets last month, GMI’s projected return increased for a fifth straight month... The expected return is calculated as the average of three models, defined below... Today’s revised GMI return forecast is 8...3%, up slightly from last month’s estimate but s...
Announcing AWS Well-Architected Agent, an AI-powered intelligence to optimize your cloud environment (preview)
TutoSartup excerpt from this article:
The agent evaluates your environment as an experienced cloud architect would... The agent automatically generates and prioritizes recommendations by impact and effort against those goals...AWS Well-Architected Agent in action To get started, create an agent profile to define the scope of what Well-Architected Agent can access and provide recommendations on, complete the IAM role setup to acc...
The agent evaluates your environment as an experienced cloud architect would... The agent automatically generates and prioritizes recommendations by impact and effort against those goals...AWS Well-Architected Agent in action To get started, create an agent profile to define the scope of what Well-Architected Agent can access and provide recommendations on, complete the IAM role setup to acc...
Serve live, governed data in AI-built apps with Amazon Quick
TutoSartup excerpt from this article:
Your governed Amazon Quick Sight datasets, the SPICE and Direct Query tables that hold your business metrics, couldn’t be queried live from an app... Any dataset numbers an app showed were baked in when the agent built it... In this post, we introduce Live Data in Apps, which AI-built Amazon Quick apps can use to query governed Quick Sight datasets in real time instead of relying on static, bui...
Your governed Amazon Quick Sight datasets, the SPICE and Direct Query tables that hold your business metrics, couldn’t be queried live from an app... Any dataset numbers an app showed were baked in when the agent built it... In this post, we introduce Live Data in Apps, which AI-built Amazon Quick apps can use to query governed Quick Sight datasets in real time instead of relying on static, bui...