AWS Machine Learning Blog

AWS and Artificial Genius demonstrated a way to reduce LLM hallucinations in finance and medicine
AWS and Artificial Genius described a hybrid approach where Amazon Nova understands the request, and a deterministic layer restricts answers

AWS explained the launch of reinforcement fine-tuning in Amazon Bedrock via OpenAI-compatible APIs
AWS released a step-by-step breakdown of reinforcement fine-tuning in Amazon Bedrock: with OpenAI-compatible API configuration, Lambda grade

AWS Explains How to Accelerate Fine-Tuning Llama 3.2 Vision on S3 Data
AWS demonstrated a practical scenario where SageMaker Unified Studio, Catalog, and S3 enable faster fine-tuning of Llama 3.2 11B Vision Inst

AWS Launches Amazon Bedrock in New Zealand with Claude and Cross-Region Inference
Amazon Bedrock is now available in the Asia Pacific (New Zealand) region: companies can now invoke Claude and Nova from Auckland, with load

AWS showed how to search for solar flares in SageMaker AI using ESA STIX instrument data
AWS published a breakdown showing how to train and deploy an LSTM model in SageMaker AI for detecting solar flares using ESA STIX instrument

AWS explained how to scale AI agent memory with namespace patterns in AgentCore Memory
AWS published a guide on namespace hierarchies, retrieval patterns, and IAM access control for AgentCore Memory — a long-term memory service

Amazon Bedrock AgentCore Runtime now supports serverless MCP-proxies
AWS demonstrated how to deploy serverless MCP-proxies in Amazon Bedrock AgentCore Runtime: a programmable layer with security policies, audi

Vanguard built a Virtual Analyst on AWS following eight AI-ready data principles
Vanguard — one of the world's largest asset managers — published a case study on how it built a Virtual Analyst on AWS following eight AI-re

PwC and AWS Demonstrate AI System for Contract Analysis with 90% Verification Reduction
PwC unveiled the AIDA system on AWS, which uses Amazon Bedrock to extract terms from contracts, answer questions about them, and, according

NVIDIA Releases Nemotron 3 Nano Omni on Amazon SageMaker JumpStart on Release Day
NVIDIA added Nemotron 3 Nano Omni to Amazon SageMaker JumpStart on release day to enable companies to quickly deploy multimodal AI scenarios

AWS explained how to convert a text-based AI agent into a voice assistant on Nova 2 Sonic
AWS broke down the transition from a text agent to a voice assistant on Amazon Nova 2 Sonic: what changes in architecture, prompts, tools, a

AWS Shows How Amazon Nova Act Automates Competitor Price Monitoring
AWS described a system based on Amazon Nova Act that concurrently visits competitor websites, collects prices and promotions in structured f

Rocket Close Accelerated Mortgage Document Processing by 15x with AWS
Rocket Close, together with AWS, accelerated mortgage document processing by 15x, combining Amazon Textract for OCR and Amazon Bedrock for s

How TGS and AWS Reduced Seismic AI Model Training from Six Months to Five Days
TGS and AWS achieved nearly linear scaling of seismic foundation-model training, reducing the cycle from six months to five days and increas

Guidesly shows how Jack AI on AWS transforms travel media into reports and marketing
Guidesly built a pipeline on AWS for Jack AI: the service takes photos and videos from trips, enriches them with context, analyzes them thro

AWS shows how speculative decoding on Trainium2 accelerates generation in vLLM
AWS explained how speculative decoding on Trainium2 and vLLM helps speed up generation in LLM services, reduce token cost, and increase thro

Amazon Bedrock Added Formal Verification of AI Responses for Compliance Tasks
AWS is advancing Automated Reasoning checks in Amazon Bedrock: the service formally proves the correctness of model responses against specif

AWS Presented a Practical Guide to Fine-Tuning Amazon Nova via Nova Forge SDK
AWS released a practical guide on fine-tuning Amazon Nova in Nova Forge SDK: from data preparation and blending to model training and result

AWS shows how to cut semantic video search costs with Amazon Nova on Bedrock
AWS demonstrated how distillation in Amazon Bedrock transfers routing logic from Nova Premier to Nova Micro, reducing inference cost by more

AWS Shows How to Build AI Agents on SageMaker and Test Models via MLflow
AWS released a guide on building AI agents using Strands Agents SDK with models in SageMaker, tracing in MLflow, and working A/B tests betwe

Popsa Automated Personalized Titles Across 12 Languages with Amazon Nova
Popsa updated title generation using Amazon Bedrock, Nova, and Claude 3 Haiku: the system works in 12 languages, responds faster, and has al

AWS showed Amazon Quick Flows — AI automation of tasks without code for business
AWS showed Amazon Quick Flows — a service that builds AI processes without code based on text description: from real-time financial analytic

AWS Showed How to Automatically Synchronize Amazon Bedrock Knowledge Bases via S3
AWS described a serverless architecture that tracks changes in S3, automatically launches ingestion jobs for Amazon Bedrock Knowledge Bases,

Amazon Bedrock AgentCore and Nova 2 Sonic: Building Omnichannel Orders on AI Agents
AWS showed how to build a complete omnichannel order system based on AgentCore and the Nova 2 Sonic voice model—without being tied to a spec

AWS Releases ToolSimulator for Safe Testing of AI Agents in Strands Evals
AWS has opened access to ToolSimulator — an LLM framework within the Strands Evals SDK for large-scale testing of AI agents without real API

Amazon SageMaker and DVC: end-to-end traceability of ML models from data to prediction
AWS showed how to combine DVC and SageMaker MLflow Apps for full traceability of the ML pipeline — at the dataset and individual-record leve

CI/CD-конвейер для Amazon Lex: командная разработка без конфликтов
Как изолированные среды разработки и автоматизированное тестирование помогают командам масштабировать чат-боты на Amazon Lex без хаоса.

AWS учит Strands Agents работать с любыми моделями на SageMaker
Amazon показала, как подключить к фреймворку Strands Agents языковые модели, развёрнутые на SageMaker, даже если они не поддерживают стандар

AWS обновила контейнер для запуска больших языковых моделей: что изменилось и почему это важно
Amazon Web Services выпустила крупное обновление контейнера Large Model Inference, обещая ощутимый прирост производительности и упрощённый д

Amazon Bedrock AgentCore: умный помощник для мероприятий
AWS показала, как за считанные часы развернуть production-ready ИИ-агента с памятью и персонализацией — без написания кастомной инфраструкту