# ABLITERAX — Design and Reference Implementation

ABLITERAX is an automated representation engineering and activation geometry research system designed for LLM refusal representations. The first-version implementation includes a complete pipeline, algorithms, and evaluation protocols. Verified CPU components include direction extraction math, such as SVD and Fisher LDA, alongside projection formulas and row-norm preservation via MPOA. The system features a kernel weight schedule, Pareto filtering, and LoRA-style rank-k hook equivalence, ensuring reproducible engineering specifications for studying how models handle refusal mechanisms.