The learning loop
Shipped
Validation layers. Sentence-level citations, re-checked. Contradiction detection at upload. Human approval gate. Feedback capture on every asset.
Building
Per-asset signals accumulating into evaluation sets. Golden-set regression testing.
Planned
Reinforcement mechanism so corrections are permanently enforced. Drift-regression testing on every base-model swap.
EdplayModels get swapped underneath. What we have learned about each customer survives every swap.
The learning loop
Shipped
Validation layers. Sentence-level citations, re-checked. Contradiction detection at upload. Human approval gate. Feedback capture on every asset.
Building
Per-asset signals accumulating into evaluation sets. Golden-set regression testing.
Planned
Reinforcement mechanism so corrections are permanently enforced. Drift-regression testing on every base-model swap.
EdplayModels get swapped underneath. What we have learned about each customer survives every swap.