Layer 3
Loaded expertise
Domain skills the AI uses on demand — the kind of judgement a senior practitioner would otherwise have to provide in person.
What this layer is
Each role is augmented with a focused library of domain expertise that loads on demand. The skills encode the lessons we would otherwise have to teach by hand to every new engineer.
The point of the skill library is not to replace the engineer. It is to make sure the AI has the same context the engineer would, so the engineer can spend their attention on the parts of the work that actually need it.
Failure mode it prevents
Re-discovering, on every project, the same hard-won lessons that already live in the team.
What happens next
A focused walk through the methodology.
A working session covering all five layers and how they would map to the systems you actually have to modernise.