Reactive Machines

Memory Efficient Audio Synthesis with Decoupled Temporal Depth Diffusion Transformers

Memory Efficient Audio Synthesis with Decoupled Temporal Depth Diffusion Transformers

Siri Expressive Voices synthesize rich, configurable speech in real time and entirely on device, powered by AFM 3 Core Advanced,…
Beyond RAG: Task-aware knowledge compression for enterprise AI on AWS

Beyond RAG: Task-aware knowledge compression for enterprise AI on AWS

If you’re using Retrieval-Augmented Generation (RAG) for complex analytical tasks that span hundreds of documents, such as financial due diligence…
GH-ESD: Grounded Hypothesis-Driven Error Slice Discovery for Instance-Level Vision Tasks

GH-ESD: Grounded Hypothesis-Driven Error Slice Discovery for Instance-Level Vision Tasks

Systematic failures of vision models on semantically coherent subsets, known as error slices, reveal limitations in robustness and evaluation. Existing…
Introducing Claude Opus 5 on AWS: Anthropic's most powerful Opus model

Introducing Claude Opus 5 on AWS: Anthropic's most powerful Opus model

Today, we are announcing the availability of Claude Opus 5 on Amazon Bedrock and the Claude Platform on AWS. The…
Build an explainable next-best-product recommendation system for banking on AWS

Build an explainable next-best-product recommendation system for banking on AWS

Building a deep learning-based explainable next-best-product recommendation system helps banking institutions predict which product a customer needs next. Banks hold…
HOLAD: Breaking the No-Recovery Bottleneck in Long-Horizon Reasoning

HOLAD: Breaking the No-Recovery Bottleneck in Long-Horizon Reasoning

Long-term modeling of Large-scale Language Models (LLMs) remains unstable even when advanced techniques are provided. Examining controlled algorithmic puzzles, we…
Best practices for applying Amazon Bedrock Guardrails to code generation workflows

Best practices for applying Amazon Bedrock Guardrails to code generation workflows

This post continues our series on best practices with Amazon Bedrock Guardrails. For the previous post, see Build safe generative…
Evaluating AI Agents: A production blueprint with Strands and AgentCore

Evaluating AI Agents: A production blueprint with Strands and AgentCore

This post was co-written with Motorway and the AWS Prototyping and AI Customer Engineering (PACE) team. Motorway, a UK-based online…
AI Teammates: how monday.com runs production AI agents on Amazon Bedrock

AI Teammates: how monday.com runs production AI agents on Amazon Bedrock

AI Teammates are agentic AI on Amazon Bedrock, and few engineering organizations run them in production at the scale that…
Exploring self-distilled reasoning for supervised fine-tuning with Amazon Nova

Exploring self-distilled reasoning for supervised fine-tuning with Amazon Nova

When you fine-tune a model using Supervised Fine-Tuning (SFT), creating high-quality chain-of-thought (CoT) reasoning traces for your training data is…
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