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AWS Machine Learning Blog

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LLM·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

2026-04-30·3 мин
LLM
LLM·AWS Machine Learning Blog

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

2026-04-30·3 мин
LLM
LLM·AWS Machine Learning Blog

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

2026-04-30·2 мин
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LLM·AWS Machine Learning Blog

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

2026-04-30·3 мин
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LLM·AWS Machine Learning Blog

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

2026-04-30·3 мин
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LLM·AWS Machine Learning Blog

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

2026-04-30·3 мин
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LLM·AWS Machine Learning Blog

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

2026-04-30·3 мин
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LLM·AWS Machine Learning Blog

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

2026-04-30·2 мин
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LLM·AWS Machine Learning Blog

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

2026-04-30·3 мин
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LLM·AWS Machine Learning Blog

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

2026-04-28·3 мин
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LLM·AWS Machine Learning Blog

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

2026-04-28·3 мин
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LLM·AWS Machine Learning Blog

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

2026-04-28·2 мин
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LLM·AWS Machine Learning Blog

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

2026-04-28·2 мин
LLM
LLM·AWS Machine Learning Blog

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

2026-04-28·3 мин
LLM
LLM·AWS Machine Learning Blog

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

2026-04-28·3 мин
LLM
LLM·AWS Machine Learning Blog

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

2026-04-28·3 мин
LLM
LLM·AWS Machine Learning Blog

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

2026-04-28·2 мин
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LLM·AWS Machine Learning Blog

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

2026-04-28·3 мин
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LLM·AWS Machine Learning Blog

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

2026-04-28·2 мин
LLM
LLM·AWS Machine Learning Blog

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

2026-04-27·2 мин
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LLM·AWS Machine Learning Blog

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

2026-04-27·3 мин
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LLM·AWS Machine Learning Blog

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

2026-04-27·3 мин
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LLM·AWS Machine Learning Blog

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,

2026-04-27·3 мин
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LLM·AWS Machine Learning Blog

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

2026-04-23·3 мин
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LLM·AWS Machine Learning Blog

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

2026-04-23·3 мин
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LLM·AWS Machine Learning Blog

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

2026-04-22·2 мин
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LLM·AWS Machine Learning Blog

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.

2026-03-05·3 мин
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LLM·AWS Machine Learning Blog

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

2026-03-05·2 мин
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LLM·AWS Machine Learning Blog

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

2026-02-26·3 мин
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LLM·AWS Machine Learning Blog

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

2026-02-26·2 мин