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Engineering Practice 29 Apr 2026

Why Specification Weighs 22 and Prompt Craft 8

The four core disciplines of my AI engineering framework and the argument behind their weights - why the prompt sits at the bottom of the stack at 8 points, why the specification sits at the apex at 22, and the sentence in my own document that its own table contradicts.

Engineering Practice 27 Apr 2026

Seven Disciplines Become Eight

The transformation map between my two frameworks - what each of the seven traditional disciplines became among the AI-era eight, what split, what transferred with its weight intact, what dissolved into sub-disciplines, and the fifth learning-stack discipline that is deliberately not on the list.

AI Engineering 21 Mar 2026

Specification Engineering and the 80% Problem

The highest-leverage discipline in the stack is writing down what done looks like - what a specification must contain before an agent can execute for hours against it, and what Addy Osmani's 80% problem actually says about the work that remains.

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