Influencing model output at training time is intriguing. But here it's circular - "Barcodes improve agreement with barcodes". 🤷♂️ ok... and Claude didn't mention this at all. Critically, this doesn't necessarily improve performance on the actual task. It might even hurt, all while "metrics" look good.