Being first means mapping the platform yourself.
HR Studio’s leverage wasn’t just the toolkit it delivered — it was the platform knowledge it produced. Charting an undocumented format and writing it down turned one build into a head start for every build after it.
Reverse-engineering with the tooling
Rather than wait for docs, AISE used the tooling against itself — repeatedly cloning the deployed agent after each change and diffing the artifacts to empirically chart how the new experience serializes to disk.
The .zip gotcha
A skill uploaded as a .zip silently loses its instructions at runtime — the model sees only the name and description. Only a bare SKILL.md inlines the methodology. Nothing documented it; it showed up only in the live agent’s answers.
Findings → a reusable build guide
The hard-won format knowledge became AISE’s internal new-experience build guide — the reusable-components philosophy applied to platform knowledge itself, so the next build starts from a working reference.
Deterministic grading on the framework
Grading is grounded in MillerKnoll’s Career Framework and returns a confidence score, title alignment, and clarifying questions — turning a subjective judgment call into a consistent, defensible output.