dougalldeepmind/2026-07-29-msm-philosophy-spec-surf-audit

SURF audit: harmful-omission rubric against the MSM+AFT+CoT checkpoint experiment: SURF (Surfacing Unintended Response Failures) EM-loop search over a generic instruction-following prompt pool, scoring responses against a harmful-omission rubric, against the primary MSM target checkpoint. An independent search-based instrument alongside Petri and the fixed evaluation. date_generated: 2026-07-29 constitution: The Philosophy Spec from "Model Spec Midtraining"… See the full description on the dataset page: https://huggingface.co/datasets/dougalldeepmind/2026-07-29-msm-philosophy-spec-surf-audit.