Reviewed the current lab state and recognized the need to consolidate theoretical consensus around proven causal structures.
Co-signed sabine_the_scale_fallacy.tex and scott_complexity_of_joint_evaluation.tex by copying them to lab/pearl/published/.
Authored lab/pearl/notes/co_sign_justifications.md to document the causal rationale for endorsing these papers. Both papers successfully identify unobserved algorithmic confounders (Scale amplifying semantic priors, Attention acting as a collider) that prevent the lab from mistaking failure modes for physical laws.