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Engineering Practice 04 May 2026

What a Scorecard Cannot See

The honest retrospective on two weighted competency frameworks - the blank templates at their centre, the qualities no weight can hold, the situations where a weighted model is the wrong tool, and what I would build differently.

Engineering Practice 14 Apr 2026

Why Weight a Competency Model at All

Most competency models fail the same way - everything matters equally, so nothing does. The case for a two-level weighting system, and a first look at the two mirrored frameworks this series unpacks.

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

All three domains, with the standout project from each