Reactive Machines

Faster Rates for Federated Variational Inequalities

Faster Rates for Federated Variational Inequalities

In this paper, we study federated optimization for solving stochastic variational inequalities (VIs), a problem that has attracted growing attention…
Scaling MoE reinforcement learning on Amazon EKS with EFA and DeepEP with 40% more throughput

Scaling MoE reinforcement learning on Amazon EKS with EFA and DeepEP with 40% more throughput

When you post-train a Mixture-of-Experts (MoE) model with Reinforcement Learning from Human Feedback (RLHF) or Group Relative Policy Optimization (GRPO)…
NarrateAI: production-ready LLM quality assurance on Amazon Bedrock

NarrateAI: production-ready LLM quality assurance on Amazon Bedrock

Executives need to make data-driven decisions during live business reviews, where accuracy and speed matter. A conversational agentic AI assistant…
Speaker-labeled transcription with WhisperX on SageMaker AI

Speaker-labeled transcription with WhisperX on SageMaker AI

Any team working with spoken audio hits the same wall with generic speech-to-text. Think contact-center calls, all-hands meetings, podcasts, depositions,…
Compressing Streaming Neural Audio Encoders via Latent-Space Distillation

Compressing Streaming Neural Audio Encoders via Latent-Space Distillation

System-wide Dictation on Apple devices runs entirely on-device, and the speech it transcribes reaches the foundation model through a tokenizer:…
A Practical Recipe for Semi-Supervised Federated ASR: Online Pseudo-Labels with Server Update Stabilization

A Practical Recipe for Semi-Supervised Federated ASR: Online Pseudo-Labels with Server Update Stabilization

Semi-supervised federated learning (SSFL) trains models on clients’ unlabeled data using a teacher to generate pseudo-labels, with a small labeled…
From portal-hopping to instant answers: HEMA’s journey with MCP and Amazon Bedrock

From portal-hopping to instant answers: HEMA’s journey with MCP and Amazon Bedrock

This post is co-written with Mauro Rallo and Patrick van der Plas from HEMA. When engineers at HEMA needed an…
Agentic conversational video intelligence built on AWS

Agentic conversational video intelligence built on AWS

With video intelligence powered by agentic AI, you can ask natural language questions about uploaded videos and get answers within…
How to Guide Your Language Flow

How to Guide Your Language Flow

We introduce a new method to guide flow matching models. Our approach, which we call probe guidance, uses the frozen…
Bring more intelligence to everyday work with GPT-6 Sol and GPT-6 Luna on Amazon Bedrock

Bring more intelligence to everyday work with GPT-6 Sol and GPT-6 Luna on Amazon Bedrock

GPT-6 Sol and GPT-6 Luna are now generally available on Amazon Bedrock, giving you more options to match intelligence and…
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