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AI Engineering 31 Mar 2026

Review Is the Most Important Handoff

The Review phase is where a human takes an agent-graded plan and does the three things no score can - raise clarity, raise completion, minimise complexity - then encodes intent before a line of code exists. Why I call its exit the workflow's most important handoff.

Which CV would you like?

Pick the one closest to the role. Each is two pages and carries the same facts.

Applied AI

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

Cloud & .NET

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

Data Engineering

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

Everything

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