mixture-of-experts
Mixture of Experts (MoE) Audit
Concept bridge (read before procedural steps)
Skill Steward procedures assume three portable lenses. If you only have this skill installed, load the digests in references/ (they ship with the skill). Full essays live on docs.page.
| Lens | One-line | When to apply | Digest | Full |
|---|---|---|---|---|
| Engineering Stewardship | Keep the repo ecology understandable and improvable via observe → decide → update → prove → preserve | Friction repeats or survives one session | stewardship-loop.md | docs.page · North Star |
| Evolutionary simplicity | Evolve toward lower future confusion (split / compress / promote / demote / delete / stay native) — not always fewer parts | Before adding, splitting, merging, or deleting a surface | evolutionary-simplicity.md | docs.page |
| Generational architecture | Choose the smallest useful layer (G0–G5); higher is not automatically better; mature stewardship can move down | Before promoting codegen, harness actions, or new abstractions | generational-architecture-ladder.md | docs.page |
Install-world rule: never rely on ../../docs/core/... alone — those paths only work inside a skill_steward checkout. Prefer the digests above and absolute docs.page URLs.
These lenses are not a new doctrine skill (see DESIGN_FAQ). This skill applies them; the digests teach them when the docs tree is not present.
The Mixture of Experts pattern is a powerful critical-thinking framework. It prevents tunnel vision by forcing multiple independent "expert personas" to analyze a single topic from completely different angles, before cross-referencing their findings.
It can be applied to literally anything: a codebase, a feature plan, a deployment process, or a repository's governance skills.