Insights

Notes from engineering practice.

Short, technical, opinionated where it matters. Written for the people who have to make AI work inside a real organisation.

An AI agent is not a strategy

Real transformation happens when intelligence becomes part of the system — not when a tool arrives.

Model choice is an implementation detail. Workflow understanding is the architecture.

The lesson of the benchmark is not speed. It is what happens when engineering becomes computational.

Retrieval quality decides whether a knowledge system is trusted — or quietly abandoned.

Where a person must decide is not a policy detail. It shapes the entire system.

If you cannot measure what your AI system does, you cannot operate it. Evaluation is the divide.

Resources