# STATUS Stage: Prototype Now: config helpers; dataset registry builder; resource indexer; training sample model; validator base + initial validators; pytest coverage. Not yet: generators; training runner; dataset QA reports. Next: port one generator; add validator CLI examples; wire reports into AFS Studio. Issues: no training runtime yet.