AI skill architecture and reusable tooling.
A library of small, opinionated AI skill patterns with deterministic inputs and outputs, from single-purpose skills to multi-persona orchestration.
Many small skills with clear contracts beat one big clever prompt.
Rather than one sprawling assistant, this is a library of focused skills: notes generation, quality review, anonymisation, mailbox triage, classification. Each has deterministic inputs and outputs, so it can be tested, trusted and composed. The same building blocks scale up from a single-purpose skill to a multi-persona orchestration that runs several roles in sequence.
Building blocks
- Notes generation and quality review.
- Anonymisation and mailbox triage.
- Classification as a reusable primitive.
Why this shape
- Deterministic contracts make each skill testable.
- Composable into larger orchestrations.
- Maintainable by more than one person.
The same discipline scales to a team of agents.
A single skill solves one well-defined problem. The same input-output discipline lets several skills be wired into a multi-persona orchestration, where each persona owns a stage and hands off to the next. The orchestration work is written up in more detail under projects.
A capability pattern. No client material, no employer process.