GOLD ASSISTANT
Learning Observatory
Concept hypergraph
No concepts retained yet
ConceptAbstractionHyperedge
Live Core structure
Select a concept or hyperedge
Knowledge growth
Observed snapshotsLearning signals
Retained feedback samplesRetained knowledge
User statements and hypothesesActive formulas
Memory evidence
Latest retained recordsValidation history
Paper learner · internal validation skillSubjective usefulness
Explicit user ratings, not returnsRecommendation record
Authority and outcome status| Time | Direction | Authority | Paper outcome | Reference |
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