AWS Machine Learning Blog
AI news source. Articles are auto-selected and adapted by Hamidun News editors.
Latest publications
Inscribe on Amazon Bedrock finds fake financial documents in 90 seconds
Startup Inscribe built an agent AI system on Amazon Bedrock that detects forged and AI-generated financial documents in less than 90 seconds.
Amazon showed pipeline with Nova, SAM 3, and Textract for automatic PII redaction in photos
AWS Machine Learning Blog described a pipeline orchestrated by Amazon Nova that uses Meta's SAM 3 and Amazon Textract to hide personal data in images.
AWS showed how to run MiniMax models on Amazon Bedrock platform
AWS Machine Learning Blog published a breakdown of running MiniMax models on Amazon Bedrock — from pricing and scaling to available APIs for agentic tasks.
AWS Guide: how to implement AI agents in production with result guarantees
AWS Generative AI Innovation Center guide for executives: how to automate business processes through autonomous AI systems.
Amazon QuickSight + MCP: natural language for time series analysis
Amazon integrated Model Context Protocol with QuickSight, allowing analysts to ask questions in Russian about market data instead of writing SQL queries.
GPUDirect and TurboQuant: AWS accelerates large LLM loading to GPU
New AWS tools help accelerate loading of models with hundreds of billions of parameters into GPU memory, reducing downtime.
AgentOps: Operational Discipline for AI Agents in Production
Amazon Bedrock introduced AgentOps—a methodology for managing, debugging, and scaling autonomous AI agents.
Amazon Bedrock AgentCore Gateway: managing MCP servers at scale
AWS presented gateway for managing Model Context Protocol in enterprise environment with access restrictions, audit, and credentials.
AWS Bedrock AgentCore: security policies and Lambda interceptors for AI agents
AWS presented access management tools for Amazon Bedrock AgentCore: deterministic Policy and dynamic Lambda interceptors for controlling AI agent actions.
GPT-5.5 and GPT-5.4 now available on Amazon Bedrock
OpenAI and Amazon Bedrock announced general availability of GPT-5.5, GPT-5.4, and Codex models for production applications.
AWS adds secrets management from Secrets Manager to Bedrock AgentCore
AWS Secrets Manager is now integrated with Bedrock AgentCore Identity, allowing developers to use pre-configured secrets and manage their lifecycle.
AWS Bedrock AgentCore added built-in safeguards for payment systems
Amazon Bedrock introduced new AgentCore payments module with built-in restrictions for secure AI agent deployment handling payments.
Amazon Quick Accelerates Rare Cancer Research Through Database Integration
AWS has released a guide on using Amazon Quick Research to integrate biomedical sources—using pediatric sarcoma as an example, users learn to combine PubMed and open repositories.
AWS: GraphRAG and BYOKG Accelerate Scientific Discovery in Pharma
Amazon Web Services introduced a methodology for using GraphRAG (Graph-based Retrieval Augmented Generation) in pharmaceutical research, enabling companies to accelerate discovery without compromising scientific integrit
AWS published 6 approaches to optimizing MCP tools to save context
AWS examined MCP tool design problems: tool definitions overflow the context window, and models get confused. It proposed 6 solutions — from renaming parameters to agentic backends.
KTern.AI builds an agentic platform for SAP on Amazon Bedrock AgentCore
KTern.AI has moved its SaaS platform for SAP to an AWS agentic architecture: specialized AI agents gained persistent context, secure access to tools, and infrastructure for long-running enterprise programs.
Henry Schein One launched AI X-ray review for 10,000 clinics
Henry Schein One launched Image Verify on Amazon SageMaker AI — a real-time dental image quality review system; it was deployed to 10,000 locations within a few months.
AWS launched a self-hosted gateway for enterprise governance of Claude Code and Desktop
Amazon Web Services introduced Claude apps gateway, a self-hosted solution for centralized control of access, costs, and policies when using Claude Code and Claude Desktop in organizations.
AWS presented two WAF protection patterns for Amazon Bedrock AgentCore Runtime
AWS published two ready-to-use architectural patterns for protecting AgentCore Runtime with AWS WAF: one with a Lambda proxy and one with a direct route to the ENI — both close off the backdoor through a resource policy.
Amazon Nova learned to forget: how rDPO reduces overcautiousness without quality loss
AWS introduced rDPO — a reverse preference optimization method that teaches Amazon Nova to precisely forget unwanted patterns without degrading quality.
Amazon Bedrock in AWS GovCloud supports NVIDIA Nemotron and OpenAI GPT OSS models
AWS added OpenAI GPT OSS open models (120B and 20B) and four NVIDIA Nemotron variants to Amazon Bedrock on the GovCloud (US) platform for U.S. government organizations.
How Cara Creates Industry AI for Insurance Brokers in Partnership with AWS
Cara is a specialized AI assistant for corporate insurance brokers, created with AWS: RAG architecture, industry data, and measurable results in real enterprise brokerages.
Stripe explains how AI agents help scale financial compliance
Stripe revealed the architecture of its production AI agent system for financial compliance — ReAct framework, task orchestration, human oversight, and prompt caching to reduce costs.
Amazon SageMaker + NVIDIA Blackwell: How to Configure Model Training on P6-B200
AWS published a guide for setting up LLM training on SageMaker AI with NVIDIA Blackwell B200 GPUs, covering models from 1 to 64 billion parameters.
AWS open-sources Chaplin: self-service AWS Health analytics on Amazon Bedrock agents
Amazon has released open source Chaplin — an AI agent built on Amazon Bedrock and MCP for independently analyzing AWS Health events and infrastructure lifecycle changes.
AWS shows how data mesh becomes the foundation for agentic AI in production
AWS has published a technical guide to building a governed serverless data mesh — a secure foundation for agentic AI systems in enterprise production.
Amazon SageMaker AI adds support for P-EAGLE to accelerate LLM inference in parallel
Amazon SageMaker AI now supports P-EAGLE, a parallel speculative decoding method that speeds up text generation in LLMs by 2–3x without degrading output quality.
Amazon SageMaker AI removed mandatory S3 upload for asynchronous inference
Amazon removed the mandatory step of uploading input data to S3 for SageMaker asynchronous inference — data is now passed directly in the API request body.
Amazon Q launched autonomous agents — they run in the background while you do other things
Amazon Q has been updated: autonomous agents now run continuously in the background, the activity feed highlights what matters most, and unified search spans all enterprise data from a single query.
Amazon updates Bedrock AgentCore: agents gain access to enterprise knowledge and monitoring
AWS has expanded the Bedrock AgentCore platform: agents can now connect to internal and external knowledge bases, and teams have gained tools for production debugging.