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Headline (gemma-3-4b-it s42, care-over-authority): aggregating the kl_rev barrier by rmse over token positions (not the mean) holds coherence flat at 0.997 across all 8 rounds, where the mean aggregate collapses to 0.62 by r7 (token loops). Mean dilutes the few incoherent positions under the tau gate; rmse is outlier-sensitive and fires on them. Cost is depth (rmse run leashes to base, trait stays shallow); matched control still running. - plot.py: coherence panel -> log-incoherence (1-coh, log axis, down=coherent); map coherence axis matches; red steer kept on the over-pipeline panels only. - heal.py: fix kl_agg=p95 crash (torch.quantile rejects bf16 -> .float()). - run.py: persist per-round adapter gens (adapter_gen) for the outputs table. - config.py: coh_floor early-stop knob. - README: results table (mean vs rmse), trajectory figure, outputs-over-loop appendix (per-round completions as quotes); spec persona corrected to pos-neg. - docs/reviews: kl_agg review, pool saturation test, care-lens plan. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>