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Amazon EC2

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2

CODING · 1 SOURCE · AWS Machine Learning

AWS shows multi-agent music pipeline on Amazon Bedrock AgentCore Runtime Instances

AWS published a walkthrough demonstrating a three-agent music production pipeline deployed on Amazon Bedrock AgentCore Runtime Instances. The example colocates agents on a single EC2-backed instance with persistent volumes and an NVIDIA L4 GPU (running ACE-Step for on-instance music generation), uses shared runtimeSessionId for agent collaboration, and packages agents as ECR containers or S3 artifacts to enable multi-day, stateful workflows.

6.0

COMPANIES · 1 SOURCE · AWS Machine Learning

BMW’s CLEA uses Prophet to detect cost anomalies across 14,000 cloud accounts

BMW Group’s in-house FinOps system, Cloud Efficiency Analytics (CLEA), ingests billing exports (including AWS CUR) and builds per-account-service daily forecasts with Prophet to run daily anomaly detection across roughly 14,000 cloud accounts. The serverless pipeline (Step Functions, Lambda, S3, Distributed Map) processes hundreds of thousands of account-service time series in about 20 minutes and alerts owners when actual spend departs from the forecast; the team reports the compute run costs around $50/month.

4.0