Reactive Machines

PROOF-Gen: From Optimized Data to Better Distillation

PROOF-Gen: From Optimized Data to Better Distillation

Supervised fine-tuning on teacher-generated trajectories is the standard first stage for distilling tool-calling capabilities into deployable models. Post-training pipelines that…
Agentic observability with Amazon OpenSearch Service MCP Apps

Agentic observability with Amazon OpenSearch Service MCP Apps

Observability agents are fast. They query alerts, correlate logs with traces, and produce a root cause hypothesis in minutes. The…
Governed reports with Amazon Quick Desktop and Amazon FSx for NetApp ONTAP

Governed reports with Amazon Quick Desktop and Amazon FSx for NetApp ONTAP

Amazon Quick Desktop brings governed, AI-assisted reporting to the files your team already manages on Amazon FSx for NetApp ONTAP…
STARFlow2: Bridging Language Models and Normalizing Flows for Unified Multimodal Generation

STARFlow2: Bridging Language Models and Normalizing Flows for Unified Multimodal Generation

Unified multimodal models that understand, reason over, and generate interleaved text–image sequences remain structurally fragmented: existing approaches either sacrifice visual…
Introducing new Ray capabilities on SageMaker HyperPod

Introducing new Ray capabilities on SageMaker HyperPod

Today, we are announcing new Ray capabilities on Amazon SageMaker HyperPod that integrate Ray with the HyperPod purpose-built infrastructure for…
Democratizing institutional knowledge: Building an AI-powered knowledge management system with AWS

Democratizing institutional knowledge: Building an AI-powered knowledge management system with AWS

Organizations across industries struggle with managing institutional knowledge, the collective wisdom and experience accumulated over years of operations. This “tribal…
Agentic Resource Discovery (ARD): An open specification for agent discovery

Agentic Resource Discovery (ARD): An open specification for agent discovery

How AWS Agent Registry and the Agentic Resource Discovery (ARD) specification enable cross-environment discovery for your agents As organizations scale…
Beyond Visual CoT: Internalized Visual Thinking for Proactive Video Reasoning

Beyond Visual CoT: Internalized Visual Thinking for Proactive Video Reasoning

Multimodal large language models increasingly use visual chain-of-thought (Visual CoT) to reason about spatial, temporal, and embodied environments. By generating…
Agentic Data Operations Platform (ADOP): Data engineering into hours

Agentic Data Operations Platform (ADOP): Data engineering into hours

Data engineering teams routinely spend weeks standing up a single new data source: writing ETL, hand-writing quality checks, updating semantic…
Accelerating aircraft IFEC diagnostics with agentic AI on AWS

Accelerating aircraft IFEC diagnostics with agentic AI on AWS

Panasonic Avionics Corporation provides in-flight entertainment and connectivity (IFEC) systems across a large global fleet serving hundreds of airlines and…
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