Synthetic data can fill rare scenarios if grounded in real distributions and reviewed for drift. Use it for evaluation and shadow traffic before training production policies.
Executive snapshot
Synthetic Data for Edge-Case Product Training
Systems & logicData
The move
Edge cases are sparse in logs but dominant in incident postmortems.
The friction
Poor synthetic generation encodes hidden biases that agents amplify at scale.
The product verdict
Pair synthesis with red-team suites and human spot checks; track failure taxonomy over time.
Field note · Strategic dispatch · /dispatch/synthetic-data-edge-case-product-training