We extract mechanism mounts directly from weight sites by column-tiled SVD — each mount a triple (v, u, {σ}) as trigger, write, and strength. Pre-registered A/B/C eval on Gemma-2-2B (WikiText-2): 182/182 GO. arXiv:2608.06969.

Applied research on AQIT: transformers and LLMs, attribution, sparse autoencoders, simulation, live training watch, embedding models, evals, security, and benchmarks. Full original writeups in one article.