🧭 Portfolio & Moderation Hub · Maker Lab PRO v2

Import-first offline aggregation, authorship preservation, sampling intelligence and evidence-gap diagnosis
SuiteStudio ShellTeacher Director
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0/8specialist engines represented
0%evidence readiness, not a grade
0evidence records
0pupil-voice records
0revealed tests

Cross-app commission matrix

Evidence authorship constellation

This visual separates pupil voice, learner decisions, model observations and teacher verification rather than flattening them into one evidence count.

Moderation audit

Evidence records

Prediction calibration

Design replay & A/B evidence

Source-boundary map

Claim discipline prompts

A historical-looking artefact is not evidence that a named local practice existed. Strong records identify whether a statement is documented, inferred, synthetic or creative, and state what further source would be needed.

Moderation sampling engine

The engine selects records because they illuminate a moderation question—not because it predicts a grade.

Version conflict ledger