GSD Learning Systems · public-safe prototype

SME Readiness Lab

A local-first cockpit for deciding whether a subject-matter expert is ready to drive curriculum work, or whether leadership needs a tighter brief before the next call. Synthetic data only. No student records. No accreditation claims. Because guessing is how adults create dumpster fires with calendars.

Curriculum alignmentLab capacity sanity checkNext-question generator
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Readiness score

Conditional greenlight

Good enough to continue, not good enough to trust blindly.

Readiness inputs

Risk flags

Next best questions

Work board

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Context notes

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Copyable leadership brief