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Engineering Practice 17 May 2026

Vulnerability Metrics Are an Operations Discipline

Vulnerability density, severity-tiered remediation clocks and hotspot review coverage - running the findings backlog as an operational queue with owners and deadlines, not an annual scare.

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Applied AI

Agentic AI & Cloud Engineer · multi-agent systems, RAG and MCP on AWS

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C#, .NET 10 and ASP.NET Core microservices on AWS and Azure · Terraform & AWS CDK

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AWS lakehouse · Kinesis, Glue (PySpark), Apache Iceberg, Lake Formation

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