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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