Reactive Machines

How Hapag-Lloyd uses Amazon Bedrock to transform customer feedback into actionable insights

How Hapag-Lloyd uses Amazon Bedrock to transform customer feedback into actionable insights

Hapag-Lloyd stands as one of the world’s leading liner shipping companies, operating a modern fleet of 313 container ships with…
Secure AI agents with Amazon Bedrock AgentCore Identity on Amazon ECS

Secure AI agents with Amazon Bedrock AgentCore Identity on Amazon ECS

AI agents in production require secure access to external services. Amazon Bedrock AgentCore Identity, available as a standalone service, secures…
Intelligence-driven message defense and insights using Amazon Bedrock

Intelligence-driven message defense and insights using Amazon Bedrock

Direct communication between buyers and sellers outside approved channels can result in significant revenue loss annually while severely damaging brand…
Stochastic KV Routing: Enables Intelligent Deep Cache Sharing

Stochastic KV Routing: Enables Intelligent Deep Cache Sharing

Rendering high-throughput converter language models requires caching of Key Values ​​(KVs) to avoid unnecessary computation during automated generation. KV's short-term…
Beyond BI: How the Dataset Q&A feature of Amazon Quick powers the next generation of data decisions

Beyond BI: How the Dataset Q&A feature of Amazon Quick powers the next generation of data decisions

Business leaders across industries rely on operational dashboards as the shared source of truth that their teams execute against daily.…
Generate dashboards from natural language data in Amazon Quick

Generate dashboards from natural language data in Amazon Quick

Building meaningful dashboards requires hours of manual setup, even for experienced BI professionals. Amazon Quick now generates complete multi-page dashboards…
Kusukela ku-Prompt kuya kumodeli yobuso bokugona obuthunyelwe

Kusukela ku-Prompt kuya kumodeli yobuso bokugona obuthunyelwe

Amaphrojekthi amaningi e-ML awehluleki ngenxa yokukhethwa kwemodeli. Bahluleka phakathi nendawo engcolile: ukuthola idathasethi efanele, ukuhlola ukusebenziseka, ukubhala ikhodi yokuqeqesha, ukulungisa…
PORTool: Value-Aware Policy Development with Multi-Tool-Integrated Reasoning Reward Tree

PORTool: Value-Aware Policy Development with Multi-Tool-Integrated Reasoning Reward Tree

Multi-tool integrated reasoning enables LLM-enabled tool-based agents to solve complex tasks by combining natural language reasoning with calls to external…
AWS Transform now automates BI migration to Amazon Quick in days

AWS Transform now automates BI migration to Amazon Quick in days

Migrating to Amazon Quick doesn’t have to mean starting from scratch. Your dashboards encode hard-won domain knowledge: calculated fields your…
The Reinforced Agent: Hypothetical Time Response of Instrumental Agents

The Reinforced Agent: Hypothetical Time Response of Instrumental Agents

This paper was accepted at the Fifth Workshop on Natural Language Generation, Evaluation, and Metrics at ACL 2026. Agents calling…
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