AI consulting that changes how your engineers build.

The plateau

Most teams are using AI to do the old job faster.

The licences went out, everyone got a good autocomplete, and the curve flattened. That gain is real and it is small, because the tool changed and the shape of the work did not. A developer still picks up one piece of work, holds it alone, and types most of it. That is the part worth changing.

• AI used as a quicker way to write the code someone was going to write anyway.
• One engineer, one piece of work, carried start to finish mostly by hand.
• Models driven a few minutes at a time, with someone watching every step.
• Practice that varies by developer, because none of it is shared or version-controlled.

What changes

The unit of work stops being what one person can type.

An AI-native engineer describes intent, runs several streams of work at once, and spends their own time on the judgment calls and on checking the result. The model does the typing. That is a different job, and it needs a different setup around it: frontier models, a harness that knows your codebase and your conventions, and the discipline to verify properly.

• Agentic coding workflows, where an engineer directs the work rather than typing it.
• Frontier models, chosen and kept current, because the ceiling moves every few months.
• A harness built for your repository: the context, the conventions, the commands, and the checks.
• Verification as the core skill, because that is where an AI-native engineer's time now goes.

How we do it

We build it with your team, on your real work.

This is not a workshop and it does not arrive as a document. We sit with your engineers and do the work alongside them, in your repository, on things that were already on the roadmap. A way of working only survives if it is built where it will be used.

• We start on work your team already owed, not on an exercise.
• The harness is built in your repository and version-controlled like the rest of the code.
• Engineers learn it by shipping with it, next to someone who already works this way.
• We leave when your team is running it without us.