Fractal Merge Critic

A sequential rate–distortion policy that learns where and when to merge tokens in frozen transformers, using multi-round damage estimates and a bounded learned merge operator. A small CLIP pilot showed better ranking at aggressive compression but regressed at mild compression, found no calibrated safe merges, and added more overhead than the default policy could recover. The tested Qwen pilot underperformed cosine. Scale and deployment gates remain red.