AWS Machine Learning Blog
AI news source. Articles are auto-selected and adapted by Hamidun News editors.
Latest publications

Amazon Bedrock and HealthLake automate health insurance claims processing
AWS showed how to combine Bedrock Data Automation and AgentCore to automatically process health insurance claims and convert them into FHIR resources in HealthLake.

AWS launches Neuron Agentic Development to automate AI kernel development
AWS has unveiled Neuron Agentic Development, a suite of AI agents that automate compute kernel optimization for Trainium and Inferentia chips. Manual tuning is becoming a thing of the past.

AWS showed how to build an AI assistant for equipment repair on Bedrock AgentCore
AWS released a guide to building an AI assistant for diagnosing agricultural machinery on Amazon Bedrock AgentCore — with RAG, session memory, and the ability to describe the problem in your own words.

AWS and NVIDIA launched large-scale training for the Unitree H1 robot on SageMaker AI
Together with NVIDIA, AWS showed how to train control policies for the Unitree H1 humanoid in the cloud — through SageMaker HyperPod and Training Jobs with Isaac Lab.

Amazon Bedrock AgentCore automates initial intake of insurance claims
AWS showed how an AI agent using Strands SDK analyzes an insurance case while Bedrock AgentCore Browser Tool independently enters data into insurers' portals — without operator involvement.

Amazon Quick generates incident RCA brief from a single prompt via New Relic and Asana
AWS shows how to build an AI agent on Amazon Quick that investigates an incident, generates an evidence-backed RCA brief, and creates an Asana task from a single prompt via New Relic MCP.

Amazon Bedrock adds cross-region routing for AI requests for EU customers
Amazon Bedrock now automatically distributes AI requests across AWS regions — European companies gain access to advanced models without breaching GDPR and the AI Act.

Amazon Bedrock AgentCore Runtime: isolated microVMs for Claude Code, Codex, and Cursor
AWS has launched AgentCore Runtime — each AI agent gets its own isolated microVM with a persistent workspace and secure tool access via Gateway.

AWS open-sourced Agent-EvalKit: systematic evaluation of AI agents in six phases
AWS released Agent-EvalKit, an open tool for structured testing of AI agents — it integrates with Claude Code, Kiro CLI, and Kilo Code and assesses six parameters.

AWS launched OAuth authorization for MCP servers in Bedrock AgentCore Gateway
Amazon Bedrock AgentCore Gateway added OAuth Authorization Code Flow — now every request to an AI assistant is tied to a real user identity.

Amazon Bedrock Guardrails Gets a New API for Flexible Protection of Agentic AI Applications
AWS has launched InvokeGuardrailChecks, an API that lets developers embed safety checks at any point in multi-step agentic AI systems without pre-configuring guardrail resources.

AWS Strands Evals automatically identifies root causes of AI agent failures and suggests fixes
AWS Strands Evals automatically diagnoses AI agent failures: identifies the root cause, builds causal chains, and indicates exactly what to fix—the system prompt or tool definition.

Google DeepMind's Gemma 4 arrives on Amazon Bedrock: three models with MoE and multimodality
Amazon Bedrock has added three open-weight Gemma 4 models from Google DeepMind, featuring MoE architecture, built-in reasoning, and multimodal input support.

Loka built a voice agent on Amazon Nova 2 Sonic with sub-second latency
Loka has disclosed the architecture of a voice agent built on Amazon Nova 2 Sonic — an AWS model that answers customers without a noticeable pause and sounds like a human operator.

Rocket Close Automated Property Rights Verification Using AWS Agentic AI
Rocket Close created the Supercharger agentic system based on AWS Strands Agents and Amazon Bedrock for automated property rights verification in real estate transactions.

AWS SageMaker adds full monitoring for LLM models in production
AWS expanded SageMaker AI with tools for full monitoring of LLM models. New Grafana dashboards track GPU utilization, processing speed, and response quality in real time.

AWS Launches AgentCore to Manage Dozens of AI Agents in Sales
AWS launched AgentCore — a platform to manage 20+ specialized AI agents. Instead of salespeople manually choosing between agents, the system automatically routes requests.

AWS Created NarrateAI — a Business Analytics Assistant on Amazon Bedrock AgentCore
AWS demonstrated how specialized AI agents and a two-layer architecture help scale business intelligence for SMGS divisions using Amazon Bedrock AgentCore.

From Data Overload to Insights: How Verizon Connect Scales AI
Verizon Connect deployed an AI agent that daily processes data from 100,000 users and transforms logistics chaos into understandable insights and recommendations.

AWS Bedrock AgentCore Helped Reduce AI Agent Costs by 97%
AWS Bedrock AgentCore enabled Works Human Intelligence to create AI agents for business support that reduced costs by 97% and improved operational efficiency.

Bedrock Data Automation Learns to Extract Data from Tax Forms and Statements
Amazon Bedrock Data Automation accurately extracts data from bank statements, tax forms, and contracts — the new AWS service automates hours of manual work for fintech and accounting departments.

Snowflake and Amazon Quick Cut AML Verification from One Hour to Five Minutes
Amazon Quick Flows and Snowflake Cortex AI enabled financial companies to verify suspicious transactions in 5 minutes instead of an hour and a half. This significantly eases the work of compliance teams.

Claude Opus 4.8 Arrives on AWS Amazon Bedrock for Agentic Systems
Anthropic and AWS launched Claude Opus 4.8 on the Amazon Bedrock platform with full support for production workloads and agentic systems for AI applications.

AWS outlines five patterns for evaluating deep AI agents
AWS and LangSmith published a practical guide for evaluating complex AI agents. It details five evaluation patterns and methods for configuring offline testing and online monitoring in production, using a text-to-SQL age

How to Connect SageMaker MLflow to Legacy Systems via REST API — AWS Solution
AWS published a solution for integrating SageMaker MLflow into existing ML systems without code rewriting — a Flask proxy with HTTPS and AWS IAM authentication.

AWS SageMaker: Embedding MLflow UI in a Custom Portal via React
AWS published a guide on embedding SageMaker MLflow Apps into a custom portal via React+Flask+SigV4 with deployment through AWS CDK and comprehensive security documentation.

Azerbaijani LLM on SageMaker: How Azercell Solved the Rare Language Problem
Azerbaijani telecom operator Azercell developed its own language model on Amazon SageMaker in six weeks, overcoming data scarcity and morphological complexity.

Amazon Bedrock Helps Strands Create Agents for Dashboard Automation
AWS unveiled a solution based on Bedrock AgentCore and Strands for dashboard automation using AI agents that understand natural language and transform data into business insights.

OPLOG developed three BI-agents on Amazon Bedrock with Claude Sonnet
OPLOG developed three AI agents for automating business analytics tasks using Strands Agents SDK and Amazon Bedrock AgentCore.

Amazon Bedrock AgentCore Will Allow Processing Documents Without Limitations
Amazon has introduced a way to bypass context limitations in language models through AgentCore Code Interpreter, enabling analysis of documents of any size using recursive processing.