AWS CLI

2026-10-23

CODING · 1 SOURCE · AWS Machine Learning

CDK construct orchestrates SageMaker endpoint auto scaling during updates

AWS describes a reusable AWS CDK construct that replaces native Application Auto Scaling resources with three CloudFormation custom resources to deregister and then re-register auto scaling around SageMaker real-time endpoint updates. The approach (Deregister, Endpoint update, Register Scalable Target, Attach Scaling Policy) uses asynchronous custom-resource handlers, a ConfigHash to force re-invocation, and provider-generated Lambda and Step Functions helpers so endpoint configuration and auto scaling parameters can be updated in a single deployment without manual steps or broken CloudFormation stacks.

6.0

2026-10-07

MODELS · 1 SOURCE · AWS Machine Learning

Claude Opus 5.5 and Sonnet 5.5 available on Amazon Bedrock in AWS GovCloud (US) with Claude Code

Anthropic’s Claude Opus 5.5 and Claude Sonnet 5.5 (alongside Claude Sonnet 5) are available via Amazon Bedrock in AWS GovCloud (US); Sonnet 5 holds FedRAMP Class D and DoD IL4/IL5 authorizations and Opus/Sonnet 5.5 hold FedRAMP Class D certification on Bedrock (users should verify current model certification status). The post outlines using Anthropic’s agentic coding tool Claude Code with Bedrock’s bedrock-runtime and bedrock-mantle endpoints, describing security features (Zero Operator Access), compliance pathways, and integrations for CI/CD and developer tooling.

8.0

2026-10-05

CODING · 1 SOURCE · AWS Machine Learning

Amazon SageMaker launches aws-ai-ml agent skill for inference optimization

Amazon introduced the aws-ai-ml skill available through the Agent Toolkit for AWS, which plugs into MCP‑compatible coding agents (e.g., Kiro, Claude Code, Codex) to benchmark SageMaker endpoints, recommend deployment configurations, compare performance runs, and generate executable SageMaker Python SDK v3 code. The skill can be used locally via the Agent Toolkit or inside Amazon SageMaker Studio JupyterLab and requires AWS credentials with SageMaker API permissions.

6.0

2026-10-02

CODING · 1 SOURCE · AWS Machine Learning

Amazon Bedrock AgentCore Gateway adds secure Web Search access to Claude Desktop

AWS shows a step-by-step walkthrough to connect Claude Desktop on Amazon Bedrock to AgentCore Gateway’s managed Web Search, using JWT-based inbound authentication with Amazon Cognito and AWS IAM Identity Center so query traffic stays within AWS. The guide covers configuration, SAML/OAuth federation, and notes regional availability in us-east-1, eu-west-1, and ap-northeast-1.

6.0

2026-09-16

CODING · 1 SOURCE · AWS Machine Learning

Build a serverless PII redaction pipeline with Amazon Bedrock Data Automation

AWS outlines a recipe for automating end-to-end PII detection and redaction at scale using Amazon Bedrock Data Automation (BDA) custom blueprints combined with a serverless batch pipeline built on AWS Step Functions and Lambda. The post walks through designing blueprint field scopes (example: Attending Physician Statements), extracting field content with bounding boxes and confidence scores, and applying transformations for precise redaction.

5.0