Audit a generated OS repository for completeness, consistency, and architectural integrity against the 15 design principles and 23-item checklist.
Transplant a skill, command, or capability from one agentic-system repo into another via a 5-phase gated protocol (inventory → import → localize → wire → verify). Use when grafting a feature from an upstream repo that has its own dependencies, platform assumptions, or upstream-specific file references that need adapting before the feature will work in the destination repo. Not for copying a self-contained file — use only when the feature has a dependency footprint and the destination repo has its own conventions the import must respect.
Design multi-dimensional evaluation rubrics with calibrated scales, thresholds, and function-adaptive weights.
Identify who evaluates the user's output, what each audience prioritizes, and where their priorities conflict.
Define the user context model — identity axes, context files, persona variants, and privacy rules for the target OS.
Design compounding feedback loops — what data accumulates, what reads it, and how the system gets smarter with use.
Design the complete skill set for the target OS — each skill's purpose, inputs, process, output format, auto-triggers, and quality checks.
Design reviewer personas — adversarial quality gates with different priorities than the creation skills they review.