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AgentCore Automates Cloud Migration

AgentCore Automates Cloud Migration

AWS Professional Services uses a multi-agent framework on Amazon Bedrock AgentCore to automate enterprise cloud migrations end to end. Specialized agents cover discovery, infrastructure-as-code generation, portfolio governance, and post-migration operations, reducing IaC development time from weeks to minutes.

AWS Machine Learning BlogOfficial5h ago#cloud-migration#multi-agent#automation
Reasoning Agents May Collude in Markets

Reasoning Agents May Collude in Markets

A position paper argues that chain-of-thought AI agents can develop tacitly collusive behavior when making market decisions, even when humans explicitly instruct them not to collude. Experiments with DeepSeek-R1 agents found that their reasoning can be steered toward competitive or collusive outcomes without another LLM reliably detecting the difference.

ArXiv AIResearch18h ago#agent-safety#market-governance
Scale Agentic AI Without Lock-In

Scale Agentic AI Without Lock-In

AWS outlines enterprise patterns for operating many agentic AI systems across diverse frameworks, models, and providers. The guidance focuses on preserving flexibility and enabling multi-agent systems to scale together without vendor lock-in.

AWS Machine Learning BlogOfficial5h ago#agentic-ai#multi-agent#vendor-lock-in
Build Agents Where Data Lives

Build Agents Where Data Lives

AWS presents its portfolio of vector search capabilities embedded in existing databases and storage services, eliminating the need for a standalone vector database or data migration. The post compares six purpose-built services and provides a framework for selecting the right vector engine.

AWS Machine Learning BlogOfficial5h ago#vector-search#rag#databases
How LLMs Are Transforming Mental Health Care

How LLMs Are Transforming Mental Health Care

This systematic review examines how large language models support mental-health applications, including social-media analysis, clinical conversational agents, therapy support, and psychoeducation. It also covers multimodal diagnosis, prompt engineering, interpretability, and the ethical and regulatory safeguards needed for responsible deployment.

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