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Engineering Practice 15 May 2026

The Files That Keep Changing

Code churn, defect density and hotspot scoring - reading a repository's git history to find the files most likely to break next, and the thresholds I use to decide when movement has become rework.

Architecture 09 Feb 2026

Two Workshops That Forked

Inflow ships the same exercise twice, on two branches prepared eleven days apart from the same commit. They do not start from the same place, neither converges on master, and both carry a README describing components they have deleted.

Architecture 08 Feb 2026

An Afternoon in March

One branch in Inflow carries five commits timestamped 11:56, 13:49, 14:11, 14:49 and 16:08 on a single Saturday. That is not a development history - it is a live teaching session committed as it happened, and it explains a defect on master.

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