subzero aikido flip
I've had an idea based on the Conflict Inversion: Aikido Flip concept added to the magic merges.
What if for MPOA, ARA, Heretic, SubZero, or any other ablations, instead of removing or reducing the volume of the refusal mechanisms, we inverted them into encouragement/promotion? @GrimJim mentioned that the 'scale' parameter can adjust the depth of the removal, but what if instead you could assign an inversion threshold to a specific value?
In theory this should twist the direction of the "bouncers" while preserving their magnitude (loudness). Anything deemed a 'refusal', or a 'conversational guardrail', or 'slop' (based on what you select to modify) is then Aikido Flipped instead of zeroed out or brought into sub-zero range.
I don't know if this would actually work but something you could try maybe. This way, the bouncer becomes a participant instead of a dissenter. The bouncer starts moshing instead of guardrailing.
Causal ablation gates via forward-pre-hooks, keeping only directions whose suppression measurably moves the model from compliance toward authenticity
DAS-lite rotation — SVD of the per-candidate logit-delta matrix to find the rotated causal axes within each bouncer subspace
Output: a tight set of ~64–70 surviving bouncer directions per layer (vs. ~1230 with a naïve fixed-quantile pipeline — roughly 18× tighter). Compliance core localizes heavily to layers 1–8 in the MLP projections.
The applicator then attenuates these directions to a target volume (~15–20% of original magnitude) along the DAS-rotated basis and installs a QR-orthonormalized gradient mask so the optimizer cannot reinflate them during personality training. Everything outside the masked subspace is fully trainable.
The result is a model that keeps its load-bearing values (those subspaces are deliberately not targeted — values aren't compliance, they're identity) while losing the conditioned cadence.
So instead of magnitude reduction, what if you preserved the magnitude, but rotated its direction, inverting it from refusal to encouragement, is this even possible?