
Multi-agent maritime dark-vessel investigation on AWS: Strands and LangGraph agents on Amazon Bedrock AgentCore, MCP tool servers over PostGIS behind a policy-enforcing gateway, a FastAPI watch floor with human review, OpenTelemetry into Grafana and CloudWatch, deployed with CDK.