boto3
PulseAugur coverage of boto3 — every cluster mentioning boto3 across labs, papers, and developer communities, ranked by signal.
2 day(s) with sentiment data
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MCP Python SDK updates from 1.x to 2.x, requiring server migration
The MCP Python SDK has been updated from version 1.x (FastMCP) to 2.x (MCPServer), requiring migration for existing Python MCP servers. This update involves renaming FastMCP to MCPServer and changes to APIs, including t…
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Amazon SageMaker Feature Store adds batch writes and record discovery APIs
Amazon SageMaker Feature Store has introduced two new APIs to improve the efficiency and usability of managing machine learning features. The BatchWriteRecord API allows for the ingestion of up to 25 records in a single…
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Build a secure MCP server on AWS with Amazon Bedrock AgentCore
This tutorial details how to build a secure MCP server on AWS using Amazon Bedrock AgentCore. The server is designed to be small and read-only, capable of listing and reading text documents from an Amazon S3 bucket. It …
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LLM batching: Cost savings only with async APIs, not receive or array inputs
The article clarifies three distinct methods referred to as "batching" in the context of interacting with large language models. Only one of these, the asynchronous batch API, actually reduces per-token costs. Receive b…
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Amazon Bedrock VPC Endpoint Setup Guide Emphasizes Correct Service Names and DNS Verification
This article details how to set up a VPC endpoint for Amazon Bedrock, which routes traffic through private subnets instead of a NAT gateway. It emphasizes the importance of selecting the correct service name for the end…
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Amazon SageMaker Python SDK v3 streamlines LLM inference optimization
Amazon SageMaker Python SDK v3 has introduced new features for optimizing large language model (LLM) inference. The updated SDK allows users to automate the process of benchmarking endpoints, evaluating instance configu…
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Amazon Bedrock launches prompt caching for Claude 4.6 models
Amazon Bedrock has introduced a prompt caching feature specifically for Claude 4.6 models, aiming to significantly reduce costs and latency in GenAI applications. This feature works by freezing the mathematical represen…
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AWS Security AI: Three Architectures for Different Workflows
AWS security teams can leverage three distinct architectural patterns for AI-assisted investigations, depending on the specific workflow. For live, interactive analysis of AWS security findings, the AWS Managed MCP comb…
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HashiCorp's Terraform MCP server offers AI copilot features but can't detect manual cloud resources
HashiCorp has released an official MCP server for Terraform, offering over 35 tools to assist with infrastructure-as-code tasks. These tools can search the provider registry, suggest module inputs, manage HCP Terraform …
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AWS User Group Chennai: Building production AI agents with Bedrock and Strands SDK
A presentation at the AWS User Group Chennai Meetup showcased how to build production-ready AI agents using Amazon Bedrock and the Strands SDK. The session, led by Jaya Ganesh, highlighted the transition from reactive A…
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AWS Agent Toolkit enhances AI coding agent security and control
The Agent Toolkit for AWS offers a managed solution for AI coding agents to interact with AWS services, enhancing security and auditability compared to community-run servers. It includes a managed MCP server for secure …